{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4a28eb12",
   "metadata": {},
   "source": [
    "# 基于 Pandas 和 Seaborn 的画图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81710813",
   "metadata": {},
   "source": [
    "便于对数据有简单直观的可视化感受"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5d0ad93d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4dafbd53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#iris = sns.load_dataset('iris')  # 连接不稳定\n",
    "iris = pd.read_csv('iris.csv')\n",
    "iris.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "041375dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 启用 seaborn white 样式\n",
    "sns.set_theme(style='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db104e0b",
   "metadata": {},
   "source": [
    "## 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "156fab34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Iris Data')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pandas 自带 hist() 方法\n",
    "iris['sepal_length'].hist(bins=20, color='b')\n",
    "plt.xlabel('sepal_length')\n",
    "plt.title('Iris Data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4761238e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'sepal_length'}>,\n",
       "        <Axes: title={'center': 'sepal_width'}>],\n",
       "       [<Axes: title={'center': 'petal_length'}>,\n",
       "        <Axes: title={'center': 'petal_width'}>]], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直接对所有列画图\n",
    "iris.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8113e92d",
   "metadata": {},
   "source": [
    "## 核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5dded1db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Density'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个变量\n",
    "iris['sepal_length'].plot.density()\n",
    "# iris['sepal_length'].plot.kde()  # 完全等价"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a78409de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<Axes: ylabel='Density'>, <Axes: ylabel='Density'>,\n",
       "       <Axes: ylabel='Density'>, <Axes: ylabel='Density'>], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 所有变量\n",
    "iris.plot.density(subplots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72246b5c",
   "metadata": {},
   "source": [
    "## 直方图+核密度图+地毯图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d5046ed7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x232b3b85600>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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h5qQEOERgxX/24MsdRVKXRSQZfiJSvzOZbfgupxQWmwNhQTpMy4jj7UwEwDm3853/Mx5XnJcEUQRe+XAfvs3hmTL5Jn4qUr9yOERs21+O1nYbAgxqTGcY068oFAIWzkrH5ecmQhSBFf/Zi+0HK6Qui2jA8ZOR+tXevBrUNJqgVikwLSMeWg1vfaeuBEHAolljnc3XDhHL12bjWCF7X5NvYSBTvympakFecQMAYPKYaAT6cTYlOj2FQsD/XjcOk0Y5O3o9vnonymuNUpdFNGAYyNQvTGYbdh2pBACMTAxFfGSAxBWRN1AqFVgybyKGDwlGS5sFf1+zE23tVqnLIhoQDGTyOFEUsfNQJSxWB0ICtEgfHi51SeRFdFoVHrnlHIQF6VBSZcSz7+6BwyFKXRZRv2Mgk8cVlDejoq4VCoWAKekxnKWJeiw0UIcH52dBrVJg15FKfPhNvtQlEfU7BjJ5lNliw968GgBAenIYgvw5qw/1TmpCCG67ZiwA4N0vj7GTFw16DGTyqD25NbBYncNijhgaKnU55OVmZiVgWkYcHA4R/1ybDaOJ15Np8GIgk8fUNLShsKIZADBpVBQUbKqmPhIEAXdcOw7RYQZUN5jw8vp9EEVeT6bBiYFMHiGKIvbkOpuqk+OCEB6sl7giGiwMOjX+Mm8ilAoB2/aXY/POYqlLIuoXDGTyiMKKZtQ3t0OlVLBXNXlcakIIbrx8JABg1ccHUVHbKnFFRJ7HQKY+s9kd2J9fCwAYPSwUei1H4yLPu3r6cIwdHg6L1Y5XPmTTNQ0+DGTqs/ySRpjMNvjpVEgbGiJ1OTRIOUfyGg+NSoH9+bX4ejcnoaDBhYFMfWK12XGkwHk7ypjkcCgVfEtR/4kJ98PcS0cAAFZ/cggNLe0SV0TkOfz0pD7JLWqAxWpHgEGDxJhAqcshH/C7ackYFhcEo8mKNz4+JHU5RB7DQKZes1jtOFbknDwifXgYb3OiAdExh7JCIeCHfWXYdbhS6pKIPIKBTL2WX9IIq82BQD8NEqI4eQQNnOHxwZg1PRkA8PpHB2C22iWuiKjvGMjUKzabA7mnzo5HJYVCEHh2TAPrD5ekITxYj5oGEz7+7rjU5RD1GQOZeuV4WSPMVjv89WoMjea1Yxp4Oo0K8387CgCw/pt81DWZJK6IqG8YyNRjDofoOjsemRTKa8ckmWkZcRgxNARmix3//u9Rqcsh6hMGMvVYSVUL2tpt0GqUSGLPapKQIAj449XpAIBvskuQV9wgcUVEvcdAph4RRdHVszp1SDCUSr6FSFqpCSGYMXEIAODNTYc4ghd5LX6aUo/UNppQ39wOhULA8CHBUpdDBAC48fKR0GqUOFpYjx/2lUldDlGvMJCpR3JPNQkmxQRCp+GY1SQPYUF6XDsjBQCw9vNjsNkdEldE1HMMZHKbyWxDabURAJCSECxtMUS/8rtpyQj216KirhVf7+YUjeR9JA/kxsZG/PWvf8W0adMwYcIEzJkzB9nZ2a7Ht2/fjmuuuQbjxo3DpZdeis8++0zCan3bybImiCIQHqxDSIBO6nKIOtFrVbj2IudZ8n8258LCwULIy0geyPfeey/27t2L5557Dhs2bMDIkSOxYMECnDx5EidOnMCiRYswdepUbNy4Eddddx2WLFmC7du3S122z3GIIk6UNgJwjpJEJEeXTUlEeJAOtU3t+GJHodTlEPWIpBcBi4qKsG3bNqxbtw6ZmZkAgEceeQQ//PADPv30U9TV1SEtLQ1/+tOfAADJyck4cuQI3nzzTUyZMkXK0n1OZW0rWttt0KgUGMJhMkmmNGolfn9xGl75cD/Wf5WPS7KGQsf5uclLSHqGHBISglWrViE9Pd21TBAECIKA5uZmZGdndwneyZMnIycnh7c2DLDjpU0AgKS4IKh4qxPJ2MysBESHGdBoNOPTH09KXQ6R2yT9ZA0MDMT06dOh0Whcy7788ksUFRVh6tSpqKysRHR0dKefiYyMhMlkQkMDBwAYKK3tVpTXODtzDY8PkrgaojNTKRWYc4lzzuSN3x6H0WSVuCIi98jqVGfPnj144IEHcMkll+CCCy5Ae3t7p7AG4PreYrFIUaJPOlnaBBFAZIgegX5aj29fp1GyxYM8avqEeAyJCoDRZMVn23iWTN5BNhdXvvrqK/z5z3/GhAkTsHz5cgCAVqvtErwd3+v1+gGv0Rc5HCJOlDmbq/urM5dGrYQgCPjpQDmajOZ+eQ5PiI3wx7iUCKnLIDcoFQJ+PzMVy9/NwabvT+J3U5N5LZlkTxbv0LVr12LZsmW49NJL8Y9//MN1FhwTE4Pq6upO61ZXV8NgMCAggB2LBkJ5bStMZhu0aiXio/z79bmajGY0tMg3kAP9NGdfiWTj/HGxePeLY6ioa8WXO4vwu2nJUpdEdEaSN1mvW7cOTzzxBObOnYvnnnuuUxP1xIkTsWvXrk7r79ixAxMmTIBCIXnpPqGg/FRnrthAKPmakxdRKhWYPWM4AOCj747DauN9ySRvkn7CFhQU4Mknn8TFF1+MRYsWoba2FjU1NaipqUFLSwtuuOEGHDhwAMuXL8eJEyewZs0afPHFF7j11lulLNtnWKx2lNe0AgASYzmrE3mfGROHIDRQh7qmdnyTXSp1OURnJGkgf/nll7BardiyZQvOP//8Tl/Lli1DSkoKXn31VXz//fe4+uqrsX79evzzn//kPcgDpLiqBQ5RRLC/liNzkVdSq5SYdYHzLHnDN/mwc4xrkjFJryEvXrwYixcvPuM606ZNw7Rp0waoIvqlwvJmAEAi5zwmL3bp5KH44Ks8VNS1YtuBckzLiJe6JKJu8aIgdcvYZkFNowkAMDSGHejIe+m0Kvxu2jAAwPqv83mLHckWA5m6VVjhPDuOCjXAoFNLXA1R3/z2vCTotSoUVjRjb26N1OUQdYuBTF2IougK5CR25qJBwN+gwSXnDAUAfPz9cYmrIeoeA5m6qG9uR0ubFUqFgPhINlfT4HDl1GFQCMDevBoUnfqDk0hOGMjURcGpzlzxUf5Qq/gWocEhKtSAKemxAIBNW09IXA1RV/y0pU4cDhHFlS0AgKQYTiRBg8vV052jdX23pxQNLe0SV0PUGQOZOqmsb4PZaodOo0RUqEHqcog8akRiKNKGhsBqc+DznwqlLoeoEwYydVJc6WyuHhIVAIVCkLgaIs/rOEv+708FMFs5nCbJBwOZXBwOEWXVznmPE6LYmYsGpyljYhAZokeT0YLvcjicJskHA5lcKuvbYLE5oNMoER7C6S1pcFIqFbhyqnOgkE9+OMGBQkg2GMjkUlLl7Mw1JCoACoHN1TR4XZw1FDqNEsWVLTh0ok7qcogAMJDpFIdDRGn1z4FMNJj56dW4MHMIAOCzbQUSV0PkxEAmAEBVfRssVmdzdQSbq8kH/Pa8JADA9kMVqD01bjuRlBjIBMA51SIAxEeyuZp8w9CYQIweFgaHQ8QXOwqlLoeIgUydm6sTotlcTb6j4yz5yx1FsNo4VzJJi4FMruZqLZurycdMSY9BaKAWjS1m/HSgXOpyyMcxkMnVXD0k0p/N1eRTVEoFLp2cCICdu0h6DGQf52yudg4Gwt7V5It+MyURSoWAo4X1KChvkroc8mEMZB9X22iCxWqHRq1AZAjHribfExqow7ljnbNA8SyZpMRA9nEdZ8dxEf4cu5p81mXnJgIAtu4thclsk7YY8lkMZB8miiJKa34OZCJfNWZYGOIi/GAy27F1b5nU5ZCPYiD7sEajGa0mK5QKATFhflKXQyQZQRBwyTlDAQCbdxZKWwz5LAayD+uY2Sk6zACVim8F8m0zJiZApRSQV9zIzl0kCX4K+zDX9eNI9q4mCg7Q4pwxMQCcA4UQDTQGso9qNVnR0GIGAMSFs7maCAB+c6rZ+rucErRb2LmLBhYD2UeVnerMFRGsh06rkrgaInkYlxKBqFADWtttHLmLBhwD2Uf93FzN3tVEHRSKnzt3fbGdzdY0sBjIPshitaO6oQ0AEM/bnYg6mZmVAMWpkbuKK5ulLod8CAPZB5XXtkIUgUA/DQL8NFKXQyQroYE6TBoZBQDYvLNY4mrIlzCQfVDH7U7xbK4m6talUxIBAN9kF8NitUtbDPkMBrKPcThEVNS1AuDoXESnk5EWifBgPVrarNh+sELqcshHMJB9TE2jCVabA1q1EqFBOqnLIZIlpULAxVkJAIDNO9m5iwYGA9nHdNzuFBvhx7mPic5gZlYCFAJw4Hgtyk/93hD1JwayjymvcTZXx4azuZroTCJDDMhIiwQAfJ1dInE1ZyaKotQlkAdwRAgf0tJqQUubBYLgHL+aiM5sZlYCco5V4/OfChAaqJVlq1KQv9Y1nzN5t34J5MrKSkRHR/fHpqkPymqdzW6RIQZo1EqJqyGSv6xR0fDXq9HSZsWxogbOikb9qldN1iNHjsSBAwe6fSw7OxuXXXZZn4qi/uFqro7ghwqROzRqJaZPiAcAFJRxBijqX26fIa9ZswZtbc7RnURRxPr167F169Yu6+3duxcaDQebkBuL1Y6aU6NzxfH6MZHbLpo0BJ9tK0BptREWq52tS9Rv3A5ks9mMl19+GYBzMu/169d3WUehUCAgIAC33Xab5yokjyipNsIhAgEGNUfnIuqB4fHBCA3Uob65HcWVLRg+JFjqkmiQcjuQb7vtNlfQjhgxAh988AHGjh3bb4WRZxVVOMfkjeVgIEQ9IggCRgwNwU8HK3CyvImBTP2mV9eQjx07xjD2Ig6HiKLKFgBALOc+Juqx1IRgCAJQ19SOJqNZ6nJokOp1L+tt27bh22+/hclkgsPh6PSYIAh48skn+1wcecbx0kaYzDaoVQpEhPB2J6KeMujUiA33Q1lNKwrKmzE+NULqkmgQ6lUgr1mzBs888wy0Wi1CQ0Mh/OrevF9/T9LKPloFwHnvsVLBY0PUG0mxQSiraUVhRRPGDg+Hgr9L5GG9CuS1a9fiyiuvxLJly9ij2gvkHHMGcgx7VxP1WmyEP7RqJUxmOyrrWtkfgzyuV9eQa2trce211zKMvUCT0Yz8kkYA4KAGRH2gVAgYGhMIADhZ3ixxNTQY9SqQR40ahfz8fE/XQv1gb241RBEIC9LBoONIqUR9MSzOGchl1UaYOU8yeVivPqEffPBB3HPPPTAYDBg3bhz0en2XdWJjObaqHOQcqwYAJEQHSFwJkfcLCdAhOECLxhYziiqakZoQInVJNIj0KpDnzJkDh8OBBx988LQduI4ePdqnwqjvHA4Re3JPBXIUA5nIE4bFBmFPbjUKypsYyORRvQrkJ554gj2pvcDx0kY0t1pg0KkQHeaH5laL1CUReb3EmADszatGfbMZTUYzgvy1UpdEg0SvAvmaa67xdB3UDzqaq8elRPB2JyIP0WpUiA33R1mNkfckk0f1KpB379591nUmTZrUm02TB3Xc7pQ5IqrL4C1E1HtJsYEoqzGisKIZY1PCZTlPMnmfXgXyDTfcAEEQIIqia9mvm7B5DVlaza0W5BU3AAAyR0Ri95FKiSsiGjxiI/yhUSthMttQVdeGGA5JSx7Qq0D+97//3WVZW1sbsrOzsWnTJrz00kt9Loz6Zl+e83anodEBCA/u2gueiHpPqRAwNDoA+SWNKChvYiCTR/QqkLOysrpdfsEFF8BgMOC1117DypUr+1QY9U3H9ePMEVESV0I0OCXFBiG/pBGl1UZYbXaoVZwnmfqmVwODnMnEiROxa9cuT2+WesDhELGnI5BHRkpcDdHgFBqoRaCfBnaHiOJTs6kR9YXHA/mbb76Bnx+bb6R0sqwJjUYz9FolRiaGSV0O0aAkCAKSYp0jdxVwKE3ygF41Wd94441dljkcDlRWVqKsrAx//OMfe1XMypUr8eOPP+Kdd95xLXv44Yexfv36TuvFxcXhm2++6dVz+IKO3tXjUiKgVnn8by4iOiUxJhAH8mtR02iCsc0CfwPH96fe61Ug/7J3dQeFQoHU1FQsWrQIs2fP7vE23333XaxYsQITJ07stDw3NxeLFy/GvHnzXMuUSl6rOZOO68cTeP2YqF8ZdGpEhRlQWdeGgvJmpA8Pl7ok8mK9CuRfnsH2VVVVFR599FHs3LkTiYmJnR4TRRHHjx/HwoULERHBm+/dYWyzILeoHoDzdici6l9JsUHOQK5oxpjkMI5iSL3Wp+l/tm7dil27dqG5uRmhoaHIzMzE1KlTe7SNw4cPQ61W45NPPsErr7yCsrIy12PFxcVoa2vDsGHD+lKmT9mbVwOHCAyJCkBkiEHqcogGvfhIf6iUCrSarKhpNPH3jnqtV4FssVhw++2348cff4RSqURISAgaGhqwcuVKTJ48GStXrnR7ruQZM2ZgxowZ3T6Wl5cHwHlGvnXrVigUCkybNg1/+tOfEBDAyRK68/PoXDw7JhoIKqUCCdEBOFnWhILyZgYy9Vqvevy89NJLyMnJwTPPPIMDBw7gxx9/xP79+/HUU09h3759eO211zxSXF5eHhQKBSIjI/H6669j6dKl+PHHH3H77bdzKMhuiOLPtztN5PVjogGTFOPsbV1c2QKbnZ9N1Du9OkP+v//7P/zv//4vrrrqqp83pFLh6quvRl1dHd577z3cfffdfS7utttuw/XXX4+QEOcUZ6mpqYiIiMD//M//4ODBgxg3blyfn2MwKaxoRkOLGTqNEqOGhUpdDpHPiAjRw0+vRqvJitJqIxJPBTRRT/TqDLm+vh6jRo3q9rFRo0ahqqqqT0V1UCgUrjDukJKSAgCorOTYzL/W0bs6fXg4Rw0iGkCCILjOkgvKmySuhrxVrwI5ISEBOTk53T62e/duxMTE9KmoDkuWLMH8+fM7LTt48CAAYPjw4R55jsHENTpXGq8fEw20xFODhFTVtaGt3SpxNeSNehXIf/jDH7By5Uq8+eabqKiogNVqRUVFBd544w288cYbvboPuTu/+c1vsH37drz88ssoLi7G999/jwcffBBXXHEFkpOTPfIcg0VbuxVHC+sAABns0EU04AIMGkQE6yHCefmIqKd6dQ15zpw5OHLkCJYvX45nn33WtVwURcyaNQsLFy70SHEXXXQRVqxYgVWrVuGNN95AQEAArrzyStxzzz0e2f5gcvB4LWx2ETFhfogN95e6HCKflBQbiJpGEwrKmzEyMZT3JFOP9Pq2p2XLluGWW27Brl270NTUBEEQMHPmzD6duT799NNdll122WW47LLLer1NX5GT2zE6F8+OiaQyJCoAOceq0dxqQX2zGWFBOqlLIi/Soybr3NxczJ49G2+99RYAIDk5GXPmzMH111+PF154Affeey8KCgr6pVA6vV/e7jSB14+JJKNRKxEf6WyhYucu6im3A7m0tBQ33ngjamtrkZSU1OkxtVqNJUuWoLGxEddff73HelmTeypqW1FV3waVUuBYukQSS4wNAgAUVbbA7ug67j/R6bgdyKtWrUJwcDA++ugjXHrppZ0e0+v1mD9/Pj788ENotVqsXLnS44XS6e051Vw9KikMem2fRkMloj6KDjNAr1XCYrWjotYodTnkRdwO5O3bt+PWW29FaOjpB5yIiIjALbfcgm3btnmkOHJPDpuriWRDIQgYGsN5kqnn3A7k6urqLrMxdSc1NZWDdgwgq82OgydqAbBDF5FcDDvVbF1eY4TZYpO4GvIWbgdyaGgoqqurz7peQ0MDgoKC+lQUue/IyXqYLXaEBmo5XB+RTAT5axEaqIVDdF5LJnKH24E8adIkbNy48azrffzxx6cdVpM8r+N2p4y0SN7zSF5Dp1FCFAd3h6fEGOeJCXtbk7vc7gF0ww03YM6cOXj66afxpz/9CVqtttPjFosFK1aswNatW7Fq1SqPF0rd25vL68fkfTRqJQRBwE8HytFkNEtdzmnFRvhjXEpEr352aEwA9uZVo77ZjCajGUH+2rP/EPk0twM5PT0dDzzwAJ588kls2rQJU6ZMQXx8POx2O8rLy7Fz5040NDTg7rvvxtSpU/uzZjqlrsmEwopmCAIwPpWBTN6nyWhGQ4t8AznQz7153buj06gQG+6PshojCsqbMT61d8FOvqNH98jMnTsXI0aMwOrVq/H111/DbHb+Ivn5+eH888/HLbfcwikRB1DHYCCpQ0L69MFBRP0jKTYQZTVGFFY0Y2xKOBS8rERn0OObVjMzM5GZmQnAOQ2jSqVCYCA7E0lhzy+uHxOR/MRG+EGjVsBktqGqrg0x4X5Sl0Qy1qvZnjqEhoYyjCVitzuwL68GAJDJ252IZEmpUGBoNOdJJvf0KZBJOvkljTCarPDTq5EyJFjqcojoNJJOzZNcWm2E1WaXuBqSMwayl+porh6fGgGlkoeRSK5CA3UI9NPA7hBRzHuS6Qz4Se6lOjp0ZfL6MZGsCYLgOkvmUJp0JgxkL9TcakF+SQMAdugi8gYdo+jVNJpgbLNIXA3JFQPZC+3Pq4FDBIZGByA8WC91OUR0FgadGtFhBgA8S6bTYyB7oZxc53zTE0ZESVwJEbkr6dSEEwUVzYN+2FDqHQaylxFF8RfDZXLkHyJvER/pD5VSgVaTFTWNJqnLIRliIHuZwopm1DebodUoMSopTOpyiMhNKqUCCdEBANhsTd1jIHuZjt7V6cnh0KiVEldDRD2RdKpzV3FlC2x2h8TVkNwwkL3MHs7uROS1IkL08NOpYbM7UFptlLockhkGshcxmW04UlAHgMNlEnmjzvckcyhN6oyB7EUOnqiFzS4iKtTAQeqJvFTiqUCuqmtDW7tV4mpIThjIXqTj+vGEEZEQOI0bkVcKMGgQEayHCGcnTaIODGQv4gpkXj8m8mqJvxhKk/ckUwcGspcorzWioq4VSoWAscPDpS6HiPogISoASoWA5lYL6pvNUpdDMsFA9hJ7T50dj0oKg0GnlrgaIuoLjVqJuEh/AOzcRT9jIHuJPbk1AIAMjs5FNCh0DKVZVNkCu4PN1sRA9gpWmx0HjjsDOZPjVxMNCtGhBui1SlisdlTU8p5kYiB7hSMF9Wi32BEcoHVN40ZE3k2hEDA0mvMk088YyF5g7y9G51IoeLsT0WDR0WxdXmOE2WKTuBqSGgPZC+TwdieiQSk4QIuQAC0covNaMvk2BrLM1TWZUFjRDEEAxqeyQxfRYOOaJ5m9rX0eA1nmOpqrk+ODEeSvlbgaIvK0oTEBEASgvtmMJiPvSfZlDGSZyz7qDORJI9m7mmgw0mlUiA133pN8soxnyb6MgSxjNrsDe/OcgTyRgUw0aA2L62i2bobdwXmSfRUDWcaOFtajrd2GIH8NhscHS10OEfWT2HA/6LUqmK12lHGeZJ/FQJaxnKNVAHi7E9Fgp1AIrrPk46VstvZVDGQZyz4VyGyuJhr8kk8FclV9G1raLBJXQ1JgIMtUdUMbiipboBCADN5/TDTo+enViAn3AwCc4FmyT2Igy1THYCBpQ0MRYNBIXA0RDYTh8c6z5JNlTZxwwgcxkGUqh83VRD4nNtwfeq2Snbt8FANZhqw2O/blO2d3YiAT+Q5n565gAMDx0kZJa6GBx0CWoUMn6mC22BEaqEVSLGd3IvIlw9i5y2cxkGUo+5izuTpzRBQEgbc7EfkSf70aMWGnOndx5C6fwkCWIV4/JvJtyezc5ZMYyDJTXmtEWU0rlAqBszsR+ai4CH/oNEqYLXaU17Bzl69gIMtMzqnJJEYPC4NBp5a4GiKSQueRuxqlLYYGDANZZn55/ZiIfFfHyF2Vdezc5SsYyDLSbrHh4PFaAMDEkRydi8iX+Rs0rs5dx0sapS2GBgQDWUYOHq+F1eZAZIgeQ6ICpC6HiCSWkhAMwNnb2mbntIyDHQNZRnaf6l2dOZK3OxEREBPuB3+9GlabA0UVzVKXQ/2MgSwToijydici6kQhCBg+JBgAkFfSCFHkLVCDGQNZJooqW1DdYIJGpcDY5HCpyyEimRgWFwSlQkBjixm1jSapy6F+JKtAXrlyJW644YZOy44ePYp58+Zh/PjxmDFjBv79739LVF3/2nm4AgAwNiUCOq1K4mqISC60aiUSY5xD6Oaxc9egJptAfvfdd7FixYpOyxoaGnDzzTcjISEBGzZswB133IHly5djw4YN0hTZj3YfdjZXnzM6WuJKiEhuOjp3lVS1oK3dJm0x1G8kPxWrqqrCo48+ip07dyIxMbHTYx988AHUajUef/xxqFQqJCcno6ioCKtWrcLs2bOlKbgfNDS3I7e4AQAwaRSvHxNRZyEBOkQE61HTaMKJ0kakD+dlrcFI8jPkw4cPQ61W45NPPsG4ceM6PZadnY2srCyoVD//3TB58mQUFhaitrZ2oEvtN7uOOM+OU4YEIyxIL3E1RCRHqafOko+XNsLu4C1Qg5HkZ8gzZszAjBkzun2ssrISqampnZZFRjoHzKioqEB4+OD4K3H3kUoAQBabq4noNOIjA6DX1sBktqGoosU1tCYNHpKfIZ9Je3s7NBpNp2VarRYAYDabpSjJ49otNuzNqwHA68dEdHoKheA6Sz5WVM9boAYhWQeyTqeDxdJ5DNeOIDYYDFKU5HEH8mthsdoREaJ39aQkIurO8PhgqJQCmowWVNa3SV0OeZisAzk6OhrV1dWdlnV8HxU1ODo/7eporh4VzdG5iOiMNGqlq6n6WGG9xNWQp8k6kCdNmoScnBzY7XbXsh07diApKQlhYWESVuYZDoeIXYd5/ZiI3JeWEAIBzlmgGlsGx6U7cpJ1IM+ePRtGoxEPPfQQjh8/jo0bN+Ltt9/GokWLpC7NI46XNqKhxQy9VoX0ZO//A4OI+p+/QYP4SH8AcN0uSYODrAM5LCwMb775JgoKCjBr1iy8/PLLWLJkCWbNmiV1aR7RcXY8IS0SapVS4mqIyFuMSAwFABSWN6Ot3SpxNeQpkt/29EtPP/10l2Vjx47F+++/L0E1/W8nm6uJqBfCg/UIC9Khrqkdh07UYXb3d46Sl5H1GfJgVl3fhsKKZigEzu5ERD03YqjzLPngiTqeJQ8SDGSJdPSuHpkUhkA/zVnWJiLqLD7KHwEGDcxWO77YXih1OeQBDGSJuJqrR7G5moh6TiEIGJXkPEv+6PsTMFvtZ/kJkjsGsgTa2q04dMI5Fvc5YxjIRNQ7iTGB8Deo0dhixle7iqUuh/qIgSyBPbnVsNlFxEX4Iy7CX+pyiMhLKRQCMlIjAAAbv82Hzc5JJ7wZA1kCOw+xdzURecbIxFAEB2hR3WDC93tKpS6H+oCB3Ae9GdzdanO4OnRNGRPj6ZKIyMeolApcPS0ZALD+63zYHZx0wlvJ6j5kbyMIAn46UI4mo/vD1xVXtqCt3QaDToWC8kYUVjT1Y4VAbIQ/xqVE9OtzEJG0Ljs3Eeu/yUdZjRHbD5bj/HFxUpdEvcBA7qMmoxkNPRhP9uipAeFjw/3RaLScZe2+4y1VRIOfQafGVVOH4b3NuVj3ZS6mpMdCqeBkNd6GTdYDyCGKKK0xAgCGRLEzFxF5zlXTkuGvV6OkqgU/7OW1ZG/EQB5AtY0mmC12aFQKRIYMjvmciUge/PVqXHPhcADAus257HHthRjIA6i0ynl2HBvhDwWbk4jIw644fxiC/DWoqG3FN9klUpdDPcRAHiCiKKKkugUAm6uJqH/otSpcOyMVAPCfLbmw2jh6lzdhIA+QhhYz2tptUCoERIf5SV0OEQ1Sl52biNBAHWoaTNi8o0jqcqgHGMgDpLTKeXYcG+EHlZIvOxH1D61aid9f7DxLfv+rPLRbbBJXRO5iMgyQkmrn9eP4yACJKyGiwe7irKGIDDWgocWMTd+fkLocchMDeQA0t5rR3GqBQgBiw9lcTUT9S61S4MbLRgIAPvwmH/XN7RJXRO5gIA+A4lO9q6PC/KBRKyWuhoh8wbSMOKQlhKDdYse7XxyTuhxyAwN5ABRXNgMAEqLYXE1EA0MQBCy4agwAYMuuIhSU9+8wvdR3DOR+1mQ0o8nobK6Oj+TtTkQ0cEYmheL8cbEQRWD1J4d6NSEODRwGcj8rOdW7OprN1UQkgZt+OwoqpQL782uRfbRK6nLoDBjI/ay40hnICdFsriaigRcd5offTRsGAFj9yWFYbRxSU64YyP2oyWhGU6sFCkFAXASbq4lIGtddlIpgfy3Kaoz46LvjUpdDp8FA7kcdZ8cx4QY2VxORZPz0aiy4ajQA4P0tuaisa5W4IuoOA7mfiKKI4qqOsavZXE1E0po+IR7jUsJhsTnw2sYD7OAlQwzkftJktDgHA1EI7F1NRJITBAG3zR4HlVKBPceq8dOBCqlLol9hIPeTjrPjmDA/qFVsriYi6cVF+OO6i1IAAKs+Poi2dqvEFdEvMZD7gSiK7F1NRLJ07YwUxIT7ob65He/896jU5dAvMJD7QUOLGS1tzubquAiOXU1E8qFRK3H77LEAgP/bVoD9+TUSV0QdGMj9oKjCOVRmXASbq4lIfsanRuKyKYkAgBfe34tWE5uu5YCB7GEOUUTRqebqxJhAiashIurezVeORnSYATUNJry56ZDU5RAYyB5XXd8Gk9kGtUqBGE61SEQypdeqcM8fJkAQgK92F2PX4UqpS/J5DGQP6zg7TogKgFLBl5eI5Gv0sDDMmj4cAPDSB/vQZDRLXJFvY2J4kN3ucE0mweZqIvIGcy8dgYToADQazXj+vT1wODhgiFQYyB5UXtsKq80Bg06FiBC91OUQEZ2VRq3En+dmQqNSIOdYNdZ/kyd1ST6LgexBhad6Vw+NDoQgCBJXQ0TknqTYINx26laodV8c461QEmEge4jFakd5jXPA9qExHAyEiLzLzKyhmDkpAQ4RWL42B3VNJqlL8jkMZA8pqWqBQxQR5K9BSIBO6nKIiHps0TXpSIwJRKPRjH+uzYHNzrmTBxID2UMKK9iZi4i8m06jwtKbJkGvVeHwyTq8zlmhBhQD2QOMJiuqG9oAOK8fExF5q7gIf/x5biYEAfhyRxE++u6E1CX5DAayBxSUNwEAokIN8NOrJa6GiKhvskZHY8FVYwAAb392GNsPlktckW9gIPeRKIooKHP2rh4WFyRxNUREnnHV1GG4/NxEiCKw/N09yCtukLqkQY+B3EflNa1obbdCrVIgPtJf6nKIiDxCEAQsvDodmSMiYbHa8cTqnSitbpG6rEGNgdxHR4vqATjnPVYp+XIS0eChVCqw5IaJGBYXhEajGQ+//hMq61qlLmvQYoL0QVu7FSfLnNePh8WyuZqIBh+DTo3HF07BkKgA1DW146HXtqGmgfco9wcGch/8uL8cNruIAIMGYUG895iIBqcgfy3+vvhcxIb7obrBhIde34b65napyxp0GMh98NWuYgDAsDgOlUlEg1tooA5/X3weIkMNqKhtxQOv/Ijq+japyxpUGMi9VFZjxNHCeggAEmPYXE1Eg19EiB7LFp+LyBA9ymtbseTlH1Bc2ez2z3vDICNS1qiS7Jm93I/7ywAAQ6ICYNDxZSQi3xAd5odn7pyKR1ZuR0lVC5a+8iMe++MUpCaEnPVnBUHATwfKZTvvcpC/FueOjZXs+ZkkvTQ0OhCRIXpkjoyUuhQiogEVFqTH03ecj7+9uR15xY146LVtuP/GSZg4MuqsP9tkNKOhRZ6BLDU2WffS5DExWP3wJYgJ85O6FCKiARfop8HfF5+H8SkRaLfY8cTqHdi09YRXNEvLFQOZiIh6Ra9V4a+3TsbFWc5pG9/cdAgvfbAPVhtnieoNBjIREfWaWqXAnf8zHguuGgOFAGzZVYxHVv6EBt4W1WMMZCIi6hNBEHD19GQ8smAyDDrn1I13PfcdDhyvkbo0r8JAJiIij5g4MgrL75qGhOgANLaY8cjrP+H9LblwOHhd2R0MZCIi8pghUQF49u5pmDnJeV157RfH8Ogb21HXxOE2z8YrArmqqgppaWldvjZu3Ch1aURE9Cs6jQp3/yEDd/8+Axq1EvvyavC///wWP+wtk7o0WfOK+5CPHTsGrVaLr776qtMQlQEBARJWRUREZzIzKwFpQ0Pw3Ht7cLykEc+szUbKkGCMHR4OjVopdXmy4xWBnJeXh8TERERGchAOIiJvMiQqAP+8cyre35KHD77OQ35JI0qrjZg8JhrRHMehE69oss7NzUVycrLUZRARUS+olArMvXQEnvnf8xHkr4HJbMO3OaXIPlrFe5Z/wSsCOS8vD/X19Zg7dy7OPfdczJkzB1u3bpW6LCIiyek0Sq8ZHSttaCj+56JUpAwJBgDklzTi8+2FnDXqFNk3WdtsNpw8eRLDhw/H0qVL4e/vj88++wwLFy7EW2+9hSlTpkhdIhGRZDRqpewnbQCA2Ah/jEuJgFqlwMSRUYiP9MfOw5VoNVnxdXYJUoYEY3xKBFQqrzhP7BeyD2SVSoWdO3dCqVRCp9MBAMaMGYP8/HysXr2agUxEBPlP2hDop+n0fXSYHy4/NxF782pworQJ+SWNqKhtxTmjoxEZapCoSml5xZ8ifn5+rjDukJKSgqqqKokqIiKivlKrlMgaFY0LMuNh0KlgPHW2nHOsCjYfvLYs+0DOz8/HhAkTsHPnzk7LDx06hOHDh0tUFREReUrMqbPl5LggAEBe8alryw2+dW1Z9oGcnJyMYcOG4fHHH0d2djZOnDiBp556Cvv27cNtt90mdXlEROQBapUSWaOjccGEeBi0p86Wd/vW2bLsA1mhUOD111/H2LFjcc8992DWrFnYv38/3nrrLaSmpkpdHhEReVBMuB8uOzcRw3zwbFn2nboAIDw8HE899ZTUZRAR0QDQqJU4Z3Q0hkQFYPfhStfZclpCCMamhEOllP25ZK8Mzr0iIiKvF/urs+Xc4gZ8sb0QNYP0bJmBTEREstVxtjw9Iw56rQotbVZ8tbsE+/JqBt20jgxkIiKSvdgIf1x+biKSYgMBAEcL6/H17mK0mqwSV+Y5DGQiIvIKGrUSk8fE4PxxsVCrFKhtasfn2wtRWt0idWkewUAmIiKvMiQqAJdOHoqwIB2sNgd+2FeOnGNVsDu8+/YoBjIREXkdf4MGMyclYERiCADn7VFbdhbD2GaRuLLeYyATEZFXUigEZKRGYnpGHDRqJRpazPhyZxEq61qlLq1XGMhEROTVYiP8cdmUoQgN1MFideC7PaU4VlTvNdNSdmAgExGR1zPo1Jg5aQiSYgMhisDe3BrsOFQJm917riszkImIaFBQKhU4Z3Q0JqRFQhCAwopmfL27BK3t3nFrFAOZiIgGDUEQkDY0BBdMiIdGrUR9czs27yhCXVO71KWdFQOZiIgGnegwP/xm8lAE+2vRbrHj693FKKs2Sl3WGTGQiYhoUPLXqzEzawiiwwywO0T8sK8MecUNUpd1WgxkIiIatNQqJaZnxCM5LggigJxj1diTWw2HDHtgM5CJiGhQUygETBoVhXEp4QCA3KIGbNtfLrse2AxkIiIa9ARBwKikMJw7NgYKhYDSaiO+zSmB2WqXujQXBjIREfmModGBmJEZ75ycorEdX+8qRptMbotiIBMRkU+JCDFg5qQE6LUqNLVasGVXMZpbpR8Dm4FMREQ+JzhAi4uzEhBgUKOt3YavdhWjqr5N0poYyERE5JP89GrMzEpAaKAOZqsdm7aexJ7casnqYSATEZHP0mlUmDHRea+yze7AsjU7JWu+VknyrERERDKhVikwLSMeR07WQa1SwKCTJhoZyERE5POUCgHTMuJw2blJktXAJmsiIiIZYCATERHJAAOZiIhIBhjIREREMsBAJiIikgEGMhERkQwwkImIiGSAgUxERCQDDGQiIiIZYCATERHJAAOZiIhIBhjIREREMsBAJiIikgEGMhERkQwwkImIiGSAgUxERCQDDGQiIiIZYCATERHJAAOZiIhIBhjIREREMsBAJiIikgEGMhERkQwwkImIiGSAgUxERCQDDGQiIiIZYCATERHJAAOZiIhIBhjIvVTf3I51Xx5Dq8l61nUrao3Y9P0JVNQaz7ieyWzDweO1MJltZ91mYUUT1n+dh8KKpjOuV1XXigde+RE1DW1nXC+vuB7/2ZKLvOL6sz734ZM1eG9zLg6frDnjej/sK8F7m3Pxw76SM6732Y8ncOV9m/D1rqKzPre7+92T19Ld/fkupxhX3rcJ2w+UeWR7ALD7SAXe25yL3UcqzrjevrwqvLc5F/vyqs66zYKyRtzyxGYUVzZ7pM6e7I+7x8fdY96T/Xb3PdzQ3I6vdhWjobn9rNvcvKMAV963CVv3nPk97O7vuLuvD+D+e9jYZnHrs8jdGnvy3D35PXOXu9vsyWvprlaTFeu+PIZ6N94b/YGB3Ev1ze14b3Mu2trPHsh1ze1oM9tQd5aDbDLbcOhknVtv7poGE2x2ETUNpjOuV9tkwqGTdWhoOfNzV9WbIIrOf8+mss7U6d/TPnejudO/p1Nc7fyAKKttPetzu7vfPXkt3d2fwsoWAEBpzZnrdHd7wM+v99le955ss7yuFTWNJlSf5Y8wd7fZk+d29/i4e8x7+lq68x5uajWjptGEptYzvy8BoKjKWefZjrm7v+Puvj6A++9ho8nq1meRuzX25Ll78nvmLne32ZPX0l1t7c7XkoFMRETkwxjIREREMsBAJiIikgGvCGSHw4EXX3wRU6dOxfjx4/HHP/4RJSVn7mRBRETkTbwikF999VWsW7cOTzzxBP7zn//A4XDg1ltvhcVikbo0IiIij5B9IFssFqxZswZ33XUXLrjgAowYMQLPP/88KisrsXnzZqnLIyIi8gjZB/KxY8fQ2tqKKVOmuJYFBgZi1KhR2L17t4SVEREReY4giqIodRFnsnnzZtx5553Yv38/dDqda/ndd9+N9vZ2rFy5skfbS09Ph91uR0xMTJ/qstodqG9qh79BDYUgnHFds8UOs9UOrVoJrUZ52vXsdhGt7Vb46dRQKs+8TZPZBqvNAbVKAb1WddZtGnQqqJSn//urrd0Km12ESinAoFOf8blbTVbYHSKUCgF++tOv29JqgQhAABDgpzntesY2KxyiCIUA+BtOvx7Q8/1257V0d388vR7wy30X4G84/bpGkxUOhwiFQoD/WbZptdlhMtuh0yihUZ/+/dYf++Pu8XH3mPdkv919D3e8PnqtEmrV6V+fnjy/u7/j7r4+QM/ew82tlrN+FrlbY0+euyc1KhUCNGolzBY7HGeIHXe32ZPX0l0OUYSxzYrQIB3UZ/i8dFdMTAzWrl3r9vqe2Yt+ZDI5b/rWaDr/0mq1WjQ19XyEFq1W65Frz2qlAlGhBrfW7cmb5Uwfyv25zZ5sz911Pb1eT9f19Gsp5f70dJuBftI9txTr9XSb7rw+Pd2mJ9fr4Mn3cH89t7vrdTjbHwPubtNTIfxrfmc5IelPsg/kjrNii8XS6QzZbDZDr9f3eHvZ2dkeq42IiMhTZH8NuaNpubq6utPy6upqREVFSVESERGRx8k+kEeMGAF/f3/s3LnTtay5uRlHjhzBpEmTJKyMiIjIc2TfZK3RaDBv3jwsX74coaGhiIuLwz//+U9ER0fjkksukbo8IiIij5B9IAPAXXfdBZvNhocffhjt7e2YNGkSVq9eDbVauovvREREniT7256IiIh8geyvIRMREfkCBjIREZEMMJCJiIhkgIFMREQkAwxkIiIiGWAgExERyQADmYiISAYYyBIpKChARkYGNm7ceNp1PvnkE6SlpXX5Ki0tHcBKT6+qqqrb+k63Tw0NDbjvvvswadIkZGVl4W9/+5trNi856On+yP34AMDHH3+Myy+/HOnp6fjtb3+Lzz///LTrms1m/O1vf8OUKVOQkZGB++67D/X19QNY7dn1ZH9ycnK6PT6/HIZXKjt37uy2trS0NFx00UXd/oycj09v9kfOxwcAbDYbXnjhBVx44YXIyMjA3LlzsW/fvtOu75HPN5EGnMViEa+55hoxNTVV3LBhw2nXe+aZZ8R58+aJ1dXVnb5sNtsAVnt63333nZieni5WVVV1qs9kMnW7/rx588TZs2eLhw4dEn/66SfxwgsvFJcsWTLAVZ9eT/dH7sfn448/FkeNGiWuXbtWLCoqEl999VVxxIgR4p49e7pdf+nSpeLMmTPF3bt3i/v37xevvvpqce7cuQNc9en1dH/effddcebMmV2Oj9lsHuDKuzKbzV3q2rx5s5iWliZ++OGH3f6MnI9Pb/ZHzsdHFEXxxRdfFM877zzxhx9+EAsLC8WHHnpIzMzMFKuqqrpd3xOfbwxkCTz77LPijTfeeNZAvvXWW8UnnnhiACvrmVWrVolXXnmlW+vu2bNHTE1NFY8fP+5a9sMPP4hpaWliZWVlf5XYIz3ZH1GU9/FxOBzihRdeKD799NOdlt9yyy3i66+/3mX9yspKccSIEeJ3333nWnby5EkxNTX1tIE3kHq6P6Ioio8++qi4ePHigSivz1pbW8ULL7xQXLp0abePy/34/NrZ9kcU5X98rrrqKvGpp55yfd/S0iKmpqaKX375ZZd1PfX5xibrAbZ79268//77ePrpp8+6bm5uLpKTkwegqt7pSX3Z2dmIiIjotH5WVhYEQUBOTk5/ldgjPX295Xx8CgoKUFZWhiuvvLLT8tWrV2PRokVd1u84BpMnT3YtS0pKQlRUFHbv3t2/xbqhp/sDyPv4/Nrrr78Ok8mE+++/v9vH5X58fu1s+wPI//iEhYXh22+/RWlpKex2O95//31oNBqMGDGiy7qe+nxjIA+g5uZmLFmyBA8//LBrnufTaWpqQlVVFbKzs3HllVfi/PPPx+23346CgoIBqvbs8vLyUF9fj7lz5+Lcc8/FnDlzsHXr1m7Xraqq6rLPGo0GwcHBqKioGIhyz6on+yP349NRR1tbGxYsWIApU6bguuuuwzfffNPt+lVVVQgJCYFWq+20PDIyEpWVlf1e79n0dH8AID8/HydPnsQ111yD8847DzfffDMOHDgwUCW7rb6+Hm+//TYWL16M4ODgbteR+/H5JXf2B5D/8XnooYegVqtx0UUXIT09Hc8//zxefPFFJCQkdFnXU59vDOQB9NhjjyEjI6PLX/ndyc/PBwCIooinnnoKK1asgNlsxvXXX4/a2tr+LvWsbDYbTp48iaamJtx5551YtWoVxo8fj4ULF2L79u1d1jeZTNBoNF2Wa7VamM3mgSj5jHq6P3I/PkajEQBw//3344orrsCaNWtw3nnn4fbbb/fK49PT/amoqEBLSwva2trw8MMP49VXX0V4eDjmzZuH48ePD3T5Z7Ru3ToEBATg97///WnXkfvx+SV39scbjs/x48cREBCAV155Be+//z6uueYa/PnPf8bRo0e7rOup4+MV0y8OBh9//DGys7Px6aefurX+xIkTsX37doSEhEAQBADAyy+/jAsuuAAbN27EwoUL+7Pcs1KpVNi5cyeUSiV0Oh0AYMyYMcjPz8fq1asxZcqUTuvrdDpYLJYu2zGbzTAYDANS85n0dH/kfnw6piZdsGABZs2aBQAYOXIkjhw5grfeeqtHx0ev1/d/wWfR0/2JiYnB7t27odfrXT+bnp6OI0eO4J133sHf/va3gd2BM/j4449x9dVXu9533ZH78fkld/ZH7senoqIC9913H95++21MnDjRVd/x48fx0ksv4dVXX+20vqc+33iGPEA2bNiAuro6XHDBBcjIyEBGRgYA4NFHH8Wtt97a7c+Ehoa6PuwBQK/XIz4+HlVVVQNS89n4+fl1+aVLSUnptr7o6GhUV1d3WmaxWNDY2IjIyMh+rdNdPdkfQN7HJyoqCgCQmpraafnw4cO7vS0rOjoajY2NXT5UqqurXduSUk/3BwACAwM7zZmuUCiQnJwsi+PT4dixYygpKTlrq5ncj08Hd/cHkPfx2b9/P6xWK9LT0zstHzduHIqKirqs76nPNwbyAFm+fDn++9//4uOPP3Z9AcBdd92FZcuWdVn//fffxznnnIO2tjbXMqPRiMLCQgwfPnygyj6t/Px8TJgwocs9g4cOHeq2vkmTJqGysrLTm3nXrl0AgMzMzP4t1g093R+5H5/Ro0fDz88P+/fv77Q8Ly+v22tgmZmZcDgcnTqgFBQUoKqqCpMmTer3es+mp/uzdetWZGRkoKSkxLXMZrPh2LFjsjg+HbKzsxEWFtZtR6Ffkvvx6eDu/sj9+ERHRwNwdjz7pby8PCQmJnZZ32Ofb33pFk5988vbnmw2W6d7XsvLy8WJEyeKd9xxh5iXlyceOHBAnD9/vjhz5kyxvb1dyrJFURRFu90uzp49W7z88svF3bt3i8ePHxeffPJJccyYMWJubm6X/XE4HOIf/vAHcdasWeL+/fvF7du3n/W2iIHU0/2R+/ERRVF85ZVXxIyMDPHTTz/tdN/ujh07RFEUxerqatFoNLrWv/fee8UZM2aIO3bscN3nOm/ePKnK76In+9PS0iJeeOGF4pw5c8SDBw+Kx44dE++9915x0qRJYk1NjZS70ckDDzwgzp8/v9vHvO34iKL7+yP342O328U5c+aIl156qbh9+3axoKBAfP7558WRI0eK+/bt67fPNwayhH4ZyCUlJV3uSz506JB48803i5mZmeKECRPEO++8UywvL5eq3C5qamrEpUuXiuedd56Ynp4u/v73vxd3794timL3+1NbWyveeeed4vjx48VzzjlHfPTRR2UTXqLY8/2R+/ERRVFcs2aNOGPGDHH06NHiVVddJW7ZssX1WGpqqvjiiy+6vm9tbRUfeughceLEieLEiRPFe++9V6yvr5ei7NPqyf4UFRWJd955p5iVlSWOGzdOvOWWW8Tc3Fwpyj6tW2+9Vbznnnu6fcwbj09P9kfux6exsVF87LHHxAsuuEDMyMgQf//734s7d+4URbH/Pt8EURTFnp/QExERkSfxGjIREZEMMJCJiIhkgIFMREQkAwxkIiIiGWAgExERyQADmYiISAYYyERERDLAQCYir8KhE2iwYiAT+bC0tDS89NJLbq9fWlqKtLQ0bNy4sR+rOr38/HzMmTOn07Ke7gORXDGQichrfPHFF9i7d6/UZRD1CwYyERGRDDCQiQbYoUOHcNNNNyEzMxMZGRmYP38+9u3b53o8Ozsb8+bNw7hx45CVlYX7778f9fX1rsc3btyItLQ07N+/H7NmzcLYsWNx5ZVX4osvvuj0PKWlpViyZAnOP/98jB49GlOmTMGSJUvQ0NDg0f0pLy/Hvffei6ysLIwbNw433XQTjhw50qmOtLQ0fP7557jrrruQkZGBrKwsPPzww52mr7RarVi+fDmmTZuGsWPHYsGCBfj444+RlpaG0tJSvPTSS3j55ZcBdG2mNhqNeOihh5CVlYWMjAzcddddqK2t9eh+EvU3BjLRADIajbj11lsREhKCl156Cc8//zxMJhMWLFiAlpYW7N69G/Pnz4dOp8OKFSvw4IMPYteuXbjxxhvR3t7eaVuLFi3CRRddhJdffhlJSUm455578P333wMATCYTbrzxRpw4cQKPPvooVq9ejRtvvBGfffYZnn/+eY/tT319Pf7whz/g8OHDeOSRR/Dss8/C4XBg7ty5OHHiRKd1H330UcTFxeHVV1/FggUL8OGHH+K1115zPf7Xv/4V//rXvzBv3jy88sorCA8PxyOPPOJ6/LrrrsO1114LwDkf9XXXXed67N///jesViteeOEF3Hffffjmm2/w+OOPe2w/iQaCSuoCiHzJ8ePH0dDQgBtvvBETJkwAAAwbNgzvv/8+Wltb8eyzzyIpKQkrV66EUqkEAIwbNw6//e1vsWHDBsydO9e1rRtuuAF33HEHAGDq1KmYNWsWXnnlFUyfPh2FhYWIjo7GP/7xDwwZMgQAMHnyZOzfv981cbon/Otf/0JjYyPee+89xMXFAQCmTZuGyy+/HC+88AJefPFF17rTp0/H/fffDwCYMmUKtm3bhu+++w733XcfiouL8dFHH+H+++/HzTff7Nqn2tpa/PjjjwCck8Z3TBw/fvz4TnWkp6fjmWeecW17//79rj9OiLwFz5CJBlBKSgpCQ0OxePFi/PWvf8WWLVsQHh6Ov/zlLwgKCsL+/fsxffp0iKIIm80Gm82GIUOGIDk5Gdu2beu0rVmzZrn+LwgCLr74Yhw4cADt7e0YOXIk1q1bh7i4OBQWFuL777/H6tWrcfLkSVgsFo/tz/bt2zFy5EhERUW56lUoFJg2bRp++umnTuv+OkSjo6NdTdY7d+6EKIq49NJLO61zxRVXuFVHZmZmp+/j4+PR3Nzcw70hkhbPkIkGkJ+fH95991289tpr+Pzzz/H+++9Dp9Phd7/7HRYtWgSHw4E33ngDb7zxRpef1Wq1nb6PjIzs9H1YWBhEUURzczN0Oh3eeustvP7662hsbER4eDjGjBkDvV6PlpYWj+1PY2MjioqKMHr06G4fN5lMrv/r9fpOjykUCtc9xR3XyMPCwrrskzsMBsNpt03kLRjIRANs2LBh+Oc//wm73Y4DBw5g06ZNeO+99xAVFQVBEDB//nz89re/7fJzvw60jqDtUFtbC6VSieDgYHz66ad4+umn8Ze//AXXXHMNQkNDAQB33303Dh486LF9CQgIQFZWFpYsWdLt4xqNxq3tREVFAXDuQ2xsrGv5LzuzEQ12bLImGkBffPEFJk+ejJqaGiiVSmRkZOCxxx5DYGAg6urqMGrUKJw8eRLp6emur5SUFLz00kvYuXNnp2199dVXrv+LoojNmzcjMzMTGo0GOTk5CAwMxK233uoK49bWVuTk5MDhcHhsf7KyslBQUICkpKRONW/atAkffvih6zr42WRmZkKpVGLLli2dlm/evLnT9woFP7Jo8OIZMtEAmjBhAhwOB+644w4sXLgQfn5++Pzzz9HS0oJLLrkEM2bMwMKFC3Hffffhqquugt1ux5o1a7B//37cfvvtnbb1zDPPwGw2IykpCevXr8eJEyfwr3/9CwAwduxYvPfee3j66adx4YUXorq6GqtXr0ZtbS2CgoI8tj/z58/Hpk2bMH/+fNxyyy0ICQnBf//7X3zwwQd44IEH3N7OkCFDMHv2bDz33HOwWq0YMWIEtmzZgm+//RbAz0EcGBgIAPi///s/jBs3ztVhjWgwYCATDaDIyEi8+eabeOGFF/DQQw/BZDK5zoAnT54MAFi9ejVefvll3HXXXVCr1Rg9ejTeeuutLp2iHnvsMaxcuRIlJSUYNWoU1qxZg4kTJwJwdvgqLS3Fhg0bsG7dOkRFRWH69Om4/vrr8cgjj+DEiRNITk7u8/5ERUXhP//5D5599lk89thjMJvNSExMxLJly1y3KLnrkUcegcFgwJo1a2A0GjFlyhTcdttteOWVV1zXiC+55BJs2rQJS5cuxbXXXovHHnusz/tAJBeCyJ4PRF5l48aNeOCBB/D1118jPj5e6nI8orGxEVu3bsXUqVMREhLiWv6Pf/wDGzdu7NJcTzQY8QyZiOBwONy6tqxS9c9Hhl6vx7JlyzBy5EjcdNNNMBgM2LdvH9auXYtFixb1y3MSyQ0DmYjw4IMP4qOPPjrrerm5uf3y/FqtFm+//TZWrFiBpUuXwmQyISEhAffff3+nwVCIBjM2WRMRSktL3RrjOj09fQCqIfJNDGQiIiIZ4E19REREMsBAJiIikgEGMhERkQwwkImIiGSAgUxERCQDDGQiIiIZYCATERHJwP8D17PKVf8eiIIAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(iris['sepal_length'], kde=True,\n",
    "            rug=True)  # 地毯图 rug plot，以底部的垂直短线表示该变量在不同样例的具体取值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba79e4e0",
   "metadata": {},
   "source": [
    "## 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4fae2f1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwhlNhkpGRoSeffFJdu3bVoEGD9OWXX95xr81m0+LFixUXF6fo6GjNmjVLly9fdnpgAADguhwOk88++0zz58/X6NGjtXPnTg0ePFgzZ87UkSNHat2/aNEi7du3T2lpafrrX/+q06dPa9q0aXUeHAAAuB6HwqSqqkorV67U2LFjNXr0aEVERGjKlCl67LHHdPDgwRr7rVarMjIylJKSol69eqlbt25avny5Dh06dMeQAQAAjVcTRzYXFBTowoULGjJkiN36xo0ba91/+PBhSVLfvn2r19q1a6eQkBAdOnRI0dHRjs4LAABcmEOvmBQUFEiSysrKNGHCBMXFxWn48OH6+uuva91vtVrVvHlzeXt72623atVKFy9edHJkAADgqhwKk9LSUklScnKyBg8erE2bNqlfv35KTEzU/v37a+wvLy+Xl5dXjXVvb2/ZbDYnRwYAAK7KobdyPD09JUkTJkzQsGHDJEmdO3dWdna2Nm/erLi4OLv9Pj4+qqioqHEcm80mX19fZ2cGAAAuyqFXTEJCQiRJHTp0sFuPiorS+fPna+wPDQ1VcXFxjTi5dOlS9bEAAABucyhMunTpIn9/fx07dsxuPTc3VxERETX2x8TE6NatW9UXwUr/uk7FarWqd+/eTo4MAABclUNv5fj4+GjixIlas2aNQkJC1K1bN+3cuVPfffed0tPTJUlFRUXy8/OTv7+/QkJCNGjQIKWkpGjZsmXy9fXVwoULFRsbqx49evwKTwcAADzIHAoTSUpMTJSvr6/eeecdWa1WRUZGKi0tTX369JEkxcfHa+rUqUpKSpIkLVmyRMuWLdPUqVMlSf3791dKSko9PgUAAOAqHA4TSRo/frzGjx9f630Wi8Xutp+fn5YuXaqlS5c6cyoAANCI8CN+AADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMIZTX0kP4MHn5l2mC6UX5H75SkOPYrQLpVfl5l3W0GMAjQZhAjRC125ck3e3vVpzbG9Dj/JA8O7mpms3+ktq1tCjAC6PMAEaIX9Pf9mO99essd30cKvAhh7HaOcuXdXbW47LP96/oUcBGgXCBGikqmx+ah3QWu2DmjX0KEa7VVasKtuphh4DaDS4+BUAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMQgTAABgjCaOPsBqtap///411lNTU5WQkFBj/fPPP9eLL75YY33Pnj0KDw939PQAAMCFORwmOTk58vb21u7du+Xm5la9HhgYWOt+i8Wi2NhYLV++3G49KCjI0VMDAAAX53CY5Obmqm3btmrVqtU97+/YsaOCg4MdHg4AADQuDl9jYrFYFBkZ+avtBwAAjZfDYZKbm6vLly9r9OjReuyxxzRy5Ejt3bu31r0lJSWyWq3KysrSkCFDFB8fr8TERBUUFNR5cAAA4HocCpObN2/q9OnTKikpUVJSktavX68ePXpo0qRJ2r9/f439eXl5kqSqqiqlpqZqxYoVstlsGjVqlH788cf6eQYAAMBlOHSNSZMmTZSZmSkPDw/5+PhIkh599FHl5eVp48aNiouLs9vfq1cv7d+/X82bN6++UHb16tUaMGCAduzYoUmTJtXT0wAAAK7A4bdy/P39q6PktkceeURWq7XW/UFBQXaf3vH19VV4ePgd9wMAgMbLoTDJy8tTz549lZmZabd+8uRJRUVF1di/fft29enTR2VlZdVrpaWlOnPmTK37AQBA4+ZQmERGRqp9+/Z65ZVXlJWVpfz8fKWmpuro0aOaMmWKKisrVVRUpOvXr0uS+vfvr1u3bmnOnDnKy8vTiRMnlJSUpKCgoFq/jA0AADRuDoWJu7u71q1bp27dumn69OkaNmyYjh07ps2bN6tDhw4qLCxUfHy8du3aJUkKCwtTenq6ysrKNHLkSI0bN06BgYHasmWLvL29f5UnBAAAHlwOf8Fay5YtlZqaWut94eHhslgsdmtdunTRpk2bnJsOAAA0KvyIHwAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwRpOGHgBAw8k/X9LQI9RQWn5DAb6eDT1GtfPWqw09AtCoECZAI3TrVpUkafXHRxt2kAeInzf/uwTuB/5LAxqhDhHN9fZf+svd3a2hR7FzznpVy7f9oJmjeurhkMCGHqean3cT/SY4oKHHABoFwgRopDpENG/oEe7o4ZBARYU3a+gxADQALn4FAADGIEwAAIAxHA4Tq9Wqjh071vizY8eOWvf//PPPmjVrlnr37q3Y2FgtXrxY5eXldR4cAAC4HoevMcnJyZG3t7d2794tN7d/XzgXGFj7hWrTpk1TeXm50tPTdeXKFc2fP19lZWV6/fXXnZ8aAAC4JIfDJDc3V23btlWrVq3uuvfIkSM6ePCgdu3apcjISEnSK6+8ookTJ2rmzJkKCQlxfGIAAOCyHH4rx2KxVEfG3WRlZSk4ONhuf2xsrNzc3HT48GFHTw0AAFycw2GSm5ury5cva/To0Xrsscc0cuRI7d27t9a9VqtVYWFhdmteXl5q1qyZCgsLnZsYAAC4LIfC5ObNmzp9+rRKSkqUlJSk9evXq0ePHpo0aZL2799fY395ebm8vLxqrHt7e8tmszk/NQAAcEkOXWPSpEkTZWZmysPDQz4+PpKkRx99VHl5edq4caPi4uLs9vv4+KiioqLGcWw2m/z8/OowNgAAcEUOv5Xj7+9fHSW3PfLII7JarTX2hoaG6tKlS3ZrFRUVKi4uvqeLZwEAQOPiUJjk5eWpZ8+eyszMtFs/efKkoqKiauzv3bu3Ll68qLNnz1avHTx4UJIUExPjzLwAAMCFORQmkZGRat++vV555RVlZWUpPz9fqampOnr0qKZMmaLKykoVFRXp+vXrkqTu3burZ8+emjFjho4fP64DBw5owYIFGjp0KB8VBgAANTgUJu7u7lq3bp26deum6dOna9iwYTp27Jg2b96sDh06qLCwUPHx8dq1a5ckyc3NTatXr1Z4eLieffZZTZ8+Xf3799eiRYt+jecCAAAecA5/wVrLli2Vmppa633h4eGyWCx2ay1atNCqVaucmw4AADQq/IgfAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJAAAwBmECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYzgdJgUFBYqOjtaOHTvuuOfzzz9Xx44da/w5f/68s6cFAAAurIkzD7px44Zmz56tsrKyX9xnsVgUGxur5cuX260HBQU5c1oAAODinAqTtLQ0BQQE3HVfbm6uOnbsqODgYGdOAwAAGhmH38o5dOiQtm/frtdee+2uey0WiyIjI50aDAAAND4OhcmVK1c0Z84cpaSkKCws7Bf3lpSUyGq1KisrS0OGDFF8fLwSExNVUFBQp4EBAIDrcihMFi1apOjoaA0ZMuSue/Py8iRJVVVVSk1N1YoVK2Sz2TRq1Cj9+OOPzk0LAABc2j1fY5KRkaGsrCx98cUX97S/V69e2r9/v5o3by43NzdJ0urVqzVgwADt2LFDkyZNcm5iAADgsu45TD799FP99NNPGjBggN36woULtWvXLr3//vs1HvP/P33j6+ur8PBwWa1W56YFAAAu7Z7D5K233tL169ft1p544glNmzZNTz31VI3927dv1/Lly/XNN9/Iz89PklRaWqozZ87oT3/6Ux3HBgAAruierzEJCQlRmzZt7P5IUosWLRQSEqLKykoVFRVVx0v//v1169YtzZkzR3l5eTpx4oSSkpIUFBSkhISEX+fZAACAB1q9fSV9YWGh4uPjtWvXLklSWFiY0tPTVVZWppEjR2rcuHEKDAzUli1b5O3tXV+nBQAALsSpL1i7zWKxVP97eHi43W1J6tKlizZt2lSXUwAAgEaEH/EDAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxiBMAACAMer0lfQAIEkXf7qm0vIbdT7OOetVu3/WRYCvp0Jb+Nf5OADuL8IEQJ2UlNr059TdulVVf8dcvu2HOh/D3d1NWxb+l5oG8KOhwIOEMAFQJ00DvPXeS/9ZL6+YSFJpWYUC/LzqfJwAX0+iBHgAESYA6oy3TADUFy5+BQAAxiBMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABiDMAEAAMYgTAAAgDEIEwAAYAzCBAAAGIMwAQAAxnjgfl340qVLqqys1MCBAxt6FAAAcI8KCwvl4eFx130P3Csm3t7eatLkgespAAAatSZNmsjb2/uu+9yqqqqq7sM8AAAAd/XAvWICAABcF2ECAACMQZgAAABjECYAAMAYhAkAADAGYQIAAIxBmAAAAGMQJgAAwBiECQAAMAZhAgAAjEGYAAAAYxAmAADAGIQJgPtizJgxmjt37q+2vz6UlZXpww8/rL49d+5cjRkz5r7OADR2hAkA/K9NmzZp48aNDT0G0KgRJgDwv6qqqhp6BKDRI0yARuLbb79VQkKCunfvrri4OM2dO1clJSWSpPz8fD3//POKjo5WfHy8Zs2apaKiourHjhkzRq+++qpmzpyp7t27q3///lq/fr3dX+S7d+/W8OHD1aNHD3Xt2lUJCQn6xz/+UW/z38uMb731lubNm6devXqpZ8+emjVrlkpLS6v3nDx5UqNHj1b37t01cOBAff755/rtb3+rzMxMpaWlafXq1bpw4YI6duyo8+fPS5Ju3Lih119/XX379lWPHj2UmJioH3/8sd6eFwB7hAnQCFy+fFlTp07V008/rV27dmn16tU6dOiQ3njjDVmtVo0aNUpt2rTRJ598onXr1qm0tFQjRoxQWVlZ9TE++ugjBQYGaseOHZoxY4bWrFmjDRs2SPrXX/hJSUkaNGiQvvjiC/3tb39TUFCQ5syZo4qKijrPf68zpqenq2XLlvrkk0/05ptvas+ePUpPT68+xrPPPqvWrVvr008/1YIFC/TOO++osrJSkvTcc8/pueeeU2hoqPbt26ewsDBJ0pEjR3TlyhVt27ZN7733no4ePao33nijzs8JQO2aNPQAAH59VqtVFRUV+s1vfqPWrVurdevWWrdunSorK/XRRx8pNDRUKSkp1ftXrFihvn376quvvlJCQoIkqV27dlq0aJHc3NwUGRmp/Px8bdmyRc8//7w8PDz08ssva9SoUdXHGDt2rJ5//nn99NNP1X/JO+teZ4yKitLMmTMlSW3btlW/fv105MgRSdL27dsVGBioV199VZ6enoqKilJKSooSExMlSf7+/vLz85OHh4eCg4OrzxMcHKwlS5bI3d1d7du315NPPqnvv/++Ts8HwJ0RJkAj0LlzZw0ePFiTJ09WcHCw+vXrpwEDBuj3v/+9srOzlZeXp+joaLvH2Gw25efnV9/u06eP3Nzcqm9HR0drw4YN+vnnn9W5c2c1bdpU69ev1+nTp3X27Fnl5ORIUvUrEnVxrzO2b9/e7v7AwEBduXKl+hiPPvqoPD09q+/v3bv3Xc8dEREhd/d/v7jctGlTXb9+3annAeDuCBOgkXj77bf1wgsvaO/evfr+++/14osvKiYmRp6enurbt68WLlxY4zGBgYHV/96kif3/Lm7duiVJ8vDw0MGDBzVhwgQNGDBAMTExGjJkiMrLy/XCCy/Uy+y3bt26pxm9vLzueAwPD4/qmR3h4eHh8GMAOI9rTIBG4NixY1q2bJnat2+vcePGaf369Vq2bJkOHDig4OBg5efnKywsTG3atFGbNm3UtGlTLVu2TLm5udXHOHHihN0xf/jhB4WHh6tp06batGmT+vTpo7S0NI0bN079+vVTYWGhpPr5pMsjjzxyTzP+kk6dOik7O1s3btyoXrv9Ns9t//cVIQANgzABGoGAgABt27ZNb775ps6ePavc3Fzt2rVLbdu21ZQpU3T16lXNnj1bOTk5ysnJ0YwZM3TixAl16NCh+hhZWVlatWqVzpw5o08++UQffvihJk6cKEkKCwuTxWJRVlaWzp8/r08//VQrV66UpHq5+HXUqFH3NOPdjnHlyhW9/PLLys/P1/fff68lS5ZI+neQ+Pn5qaSkRAUFBXYBA+D+IUyARiAyMlJpaWk6cOCAhg4dqpEjR8rDw0MbNmxQRESEtm7dqmvXrmnkyJF65pln5OnpqS1btigoKKj6GAMHDlR+fr6eeuoprVu3Ti+99JJGjhwpSZo2bZp69OihyZMna+jQofr444+1bNky+fj41HilxRkPP/zwPc34S1q0aKH3339fp06d0h//+EctWLCgev7b15088cQTCg4O1lNPPaXs7Ow6zw3AcW5VfKMQgLsYM2aMWrdurddee62hR3HaqVOnVFJSopiYmOq1H374QSNHjtTf//73On9yCED94BUTAI3CxYsXNXbsWGVkZOjChQs6cuSIUlNTFRsbS5QABuFTOQDuqw0bNmjt2rW/uGfevHkaPnx4vZ43Pj5e8+fP13vvvaeXX35ZgYGBevzxxzV79ux6PQ+AuuGtHAD3VUlJiYqLi39xT4sWLRQQEHB/BgJgFMIEAAAYg2tMAACAMQgTAABgDMIEAAAYgzABAADGIEwAAIAxCBMAAGAMwgQAABjjfwAcASSn7t4mGwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个变量\n",
    "iris['sepal_length'].plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ca3d9fa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 所有变量\n",
    "iris.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f8a2a109",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='species', ylabel='sepal_width'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分组箱线图\n",
    "sns.boxplot(x='species', y='sepal_width', data=iris)  # 按 species 列分组"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d09dcc57",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c14833d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='petal_length', ylabel='petal_width'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 双变量关系\n",
    "sns.scatterplot(x='petal_length', y='petal_width', data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0e40af03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='petal_length', ylabel='petal_width'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分组散点图\n",
    "sns.scatterplot(x='petal_length', y='petal_width', data=iris, hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66720262",
   "metadata": {},
   "source": [
    "## 散点图矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "95d298d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x232b3db9c90>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对角线默认为直方图\n",
    "sns.pairplot(data=iris, height=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0f5ba98f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x232b475bcd0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对角线为核密度图\n",
    "sns.pairplot(data=iris, height=2, diag_kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e571f703",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x232b4667070>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 920.625x800 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 进一步分组\n",
    "sns.pairplot(data=iris, height=2, diag_kind='kde', hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6678ecc",
   "metadata": {},
   "source": [
    "## 二维核密度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6de613ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x232b6e25450>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='petal_length', y='petal_width', data=iris, kind='kde')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "learning",
   "language": "python",
   "name": "learning"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
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   },
   "types_to_exclude": [
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    "builtin_function_or_method",
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 "nbformat": 4,
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}
